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anti-ai-prose

Detect and remove machine-generated linguistic patterns from technical and creative prose.

2|Updated Apr 6, 2026
Search Tags:#writing#editing#communication#audit#prose#ai-detection
One-click install
npx skills add https://github.com/iuliandita/skills --skill anti-ai-prose
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: anti-ai-prose
Source: https://github.com/iuliandita/skills/tree/main/skills/anti-ai-prose
Command: npx skills add https://github.com/iuliandita/skills --skill anti-ai-prose

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This skill identifies and removes the mechanical, formulaic, and repetitive linguistic patterns that characterize machine-generated text, ensuring your writing sounds authentic and thoughtful.

Core Features & Use Cases

  • Pattern Detection: Flags specific vocabulary, syntax, and tonal tells common in LLM output.
  • Context-Aware Auditing: Distinguishes between legitimate domain-specific terminology and AI-generated padding.
  • Use Case: Use this skill to audit a draft README, PR description, or blog post to ensure it communicates your unique voice rather than sounding like generic AI-generated slop.

Quick Start

Run the anti-ai-prose skill on the current directory to audit all markdown files for machine-generated patterns.

Frequently Asked Questions about anti-ai-prose

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I remove AI writing patterns from technical documentation?▼

AI-generated prose is detected by auditing text against established heuristics for machine-generated linguistic patterns, specifically flagging formulaic vocabulary, repetitive syntax, and mechanical tonal tells. This distinguishes authentic writing from generic AI output.

Can I audit a README or pull request description to make it sound less machine-generated?▼

Yes, you can audit a README or pull request description to make it sound less machine-generated. The audit evaluates the text to ensure it communicates your unique human voice while maintaining clarity and legitimate domain-specific terminology.

How do I refine machine-generated syntax in markdown blog posts?▼

Yes, you can audit a README or pull request description to make it sound less machine-generated. The audit evaluates the text to ensure it communicates your unique human voice while maintaining clarity and legitimate domain-specific terminology.

Does the AI prose audit distinguish between domain terminology and generic AI padding?▼

Yes, you can audit a README or pull request description to make it sound less machine-generated. The audit evaluates the text to ensure it communicates your unique human voice while maintaining clarity and legitimate domain-specific terminology.

What are the limitations of using heuristics to detect AI-generated text?▼

Yes, you can audit a README or pull request description to make it sound less machine-generated. The audit evaluates the text to ensure it communicates your unique human voice while maintaining clarity and legitimate domain-specific terminology.

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